{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8bcd1a3d-7c50-4f58-be4e-1ed654aa33be",
   "metadata": {},
   "source": [
    "# How to visualize your graph\n",
    "\n",
    "This notebook walks through how to visualize the graphs you create. This works with ANY [Graph](https://langchain-ai.github.io/langgraph/reference/graphs/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32a0e7f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture --no-stderr\n",
    "%pip install -U langgraph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e130cf70-a30e-47d7-8fd5-464f1a92e374",
   "metadata": {},
   "source": [
    "## Set up Graph\n",
    "\n",
    "You can visualize any arbitrary Graph, including StateGraph's and MessageGraph's. Let's have some fun by drawing fractals :)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6d604311",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "from typing import Annotated, Literal\n",
    "\n",
    "from typing_extensions import TypedDict\n",
    "\n",
    "from langgraph.graph import StateGraph\n",
    "from langgraph.graph.message import add_messages\n",
    "\n",
    "\n",
    "class State(TypedDict):\n",
    "    messages: Annotated[list, add_messages]\n",
    "\n",
    "\n",
    "class MyNode:\n",
    "    def __init__(self, name: str):\n",
    "        self.name = name\n",
    "\n",
    "    def __call__(self, state: State):\n",
    "        return {\"messages\": [(\"assistant\", f\"Called node {self.name}\")]}\n",
    "\n",
    "\n",
    "def route(state) -> Literal[\"entry_node\", \"__end__\"]:\n",
    "    if len(state[\"messages\"]) > 10:\n",
    "        return \"__end__\"\n",
    "    return \"entry_node\"\n",
    "\n",
    "\n",
    "def add_fractal_nodes(builder, current_node, level, max_level):\n",
    "    if level > max_level:\n",
    "        return\n",
    "\n",
    "    # Number of nodes to create at this level\n",
    "    num_nodes = random.randint(1, 3)  # Adjust randomness as needed\n",
    "    for i in range(num_nodes):\n",
    "        nm = [\"A\", \"B\", \"C\"][i]\n",
    "        node_name = f\"node_{current_node}_{nm}\"\n",
    "        builder.add_node(node_name, MyNode(node_name))\n",
    "        builder.add_edge(current_node, node_name)\n",
    "\n",
    "        # Recursively add more nodes\n",
    "        r = random.random()\n",
    "        if r > 0.2 and level + 1 < max_level:\n",
    "            add_fractal_nodes(builder, node_name, level + 1, max_level)\n",
    "        elif r > 0.05:\n",
    "            builder.add_conditional_edges(node_name, route, node_name)\n",
    "        else:\n",
    "            # End\n",
    "            builder.add_edge(node_name, \"__end__\")\n",
    "\n",
    "\n",
    "def build_fractal_graph(max_level: int):\n",
    "    builder = StateGraph(State)\n",
    "    entry_point = \"entry_node\"\n",
    "    builder.add_node(entry_point, MyNode(entry_point))\n",
    "    builder.set_entry_point(entry_point)\n",
    "\n",
    "    add_fractal_nodes(builder, entry_point, 1, max_level)\n",
    "\n",
    "    # Optional: set a finish point if required\n",
    "    builder.set_finish_point(entry_point)  # or any specific node\n",
    "\n",
    "    return builder.compile()\n",
    "\n",
    "\n",
    "app = build_fractal_graph(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4fc9378-b141-4b65-b86c-3afba77f7161",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-18T12:18:30.605220Z",
     "start_time": "2024-04-18T12:18:30.587191Z"
    }
   },
   "source": [
    "## Ascii\n",
    "\n",
    "We can easily visualize this graph in ascii"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ca9b980d-1f0a-4286-9157-a870e3d55134",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-19T11:25:37.303260Z",
     "start_time": "2024-04-19T11:25:37.273032Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                           +-----------+                                                               \n",
      "                                                                           | __start__ |                                                               \n",
      "                                                                           +-----------+                                                               \n",
      "                                                                                  *                                                                    \n",
      "                                                                                  *                                                                    \n",
      "                                                                                  *                                                                    \n",
      "                                                                          +------------+                                                               \n",
      "                                                                    ******| entry_node |..*****                                                        \n",
      "                                                        ************ *****+------------+  ......***********                                            \n",
      "                                           *************        *****             .             .....      ************                                \n",
      "                               ************               ******                  .                  .....             ************                    \n",
      "                        *******                      *****                        .                       ......                   ************        \n",
      "    +-------------------+                         ***                            ..                             ...                            ******* \n",
      "    | node_entry_node_B |*********                  **                        ...                                 .                                  * \n",
      "    +-------------------+         ******************* **                   ...                                    .                                  * \n",
      "              *                                      *******************...                                       .                                  * \n",
      "              *                                           **         ...*******************                       .                                  * \n",
      "              *                                             **     ..                      **********             .                                  * \n",
      "+--------------------------+                         +-------------------+                          +--------------------------+                ****** \n",
      "| node_node_entry_node_B_A |***                      | node_entry_node_A |                          | node_node_entry_node_B_B |      **********       \n",
      "+--------------------------+   **********            +-------------------+                          +--------------------------+******                 \n",
      "                                         **********                     ...                    .....             **********                            \n",
      "                                                   **********              ...           ......       ***********                                      \n",
      "                                                             **********       ..      ...   **********                                                 \n",
      "                                                                       *****+---------+*****                                                           \n",
      "                                                                            | __end__ |                                                                \n",
      "                                                                            +---------+                                                                \n"
     ]
    }
   ],
   "source": [
    "app.get_graph().print_ascii()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edcd9ad2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-18T12:18:30.629307Z",
     "start_time": "2024-04-18T12:18:30.609323Z"
    }
   },
   "source": [
    "## Mermaid\n",
    "\n",
    "We can also convert a graph class into Mermaid syntax."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "66007b2d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-19T11:25:38.733126Z",
     "start_time": "2024-04-19T11:25:38.726838Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%%{init: {'flowchart': {'curve': 'linear'}}}%%\n",
      "graph TD;\n",
      "\t__start__[__start__]:::startclass;\n",
      "\t__end__[__end__]:::endclass;\n",
      "\tentry_node([entry_node]):::otherclass;\n",
      "\tnode_entry_node_A([node_entry_node_A]):::otherclass;\n",
      "\tnode_entry_node_B([node_entry_node_B]):::otherclass;\n",
      "\tnode_node_entry_node_B_A([node_node_entry_node_B_A]):::otherclass;\n",
      "\tnode_node_entry_node_B_B([node_node_entry_node_B_B]):::otherclass;\n",
      "\t__start__ --> entry_node;\n",
      "\tentry_node --> __end__;\n",
      "\tentry_node --> node_entry_node_A;\n",
      "\tentry_node --> node_entry_node_B;\n",
      "\tnode_entry_node_B --> node_node_entry_node_B_A;\n",
      "\tnode_entry_node_B --> node_node_entry_node_B_B;\n",
      "\tnode_node_entry_node_B_A --> __end__;\n",
      "\tnode_entry_node_A -.-> entry_node;\n",
      "\tnode_entry_node_A -.-> __end__;\n",
      "\tnode_node_entry_node_B_B -.-> entry_node;\n",
      "\tnode_node_entry_node_B_B -.-> __end__;\n",
      "\tclassDef startclass fill:#ffdfba;\n",
      "\tclassDef endclass fill:#baffc9;\n",
      "\tclassDef otherclass fill:#fad7de;\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(app.get_graph().draw_mermaid())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f77ad75",
   "metadata": {},
   "source": [
    "## PNG\n",
    "\n",
    "If preferred, we could render the Graph into a  `.png`. Here we could use three options:\n",
    "\n",
    "- Using Mermaid.ink API (does not require additional packages)\n",
    "- Using Mermaid + Pyppeteer (requires `pip install pyppeteer`)\n",
    "- Using graphviz (which requires `pip install graphviz`)\n",
    "\n",
    "\n",
    "### Using Mermaid.Ink\n",
    "\n",
    "By default, `draw_mermaid_png()` uses Mermaid.Ink's API to generate the diagram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "967f116d",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "from langchain_core.runnables.graph import CurveStyle, MermaidDrawMethod, NodeColors\n",
    "\n",
    "display(\n",
    "    Image(\n",
    "        app.get_graph().draw_mermaid_png(\n",
    "            draw_method=MermaidDrawMethod.API,\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9e767fc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-18T12:18:30.873950Z",
     "start_time": "2024-04-18T12:18:30.871750Z"
    }
   },
   "source": [
    "### Using Mermaid + Pyppeteer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d403e1e7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-19T11:25:44.798703Z",
     "start_time": "2024-04-19T11:25:44.793438Z"
    }
   },
   "outputs": [],
   "source": [
    "%%capture --no-stderr\n",
    "%pip install --quiet pyppeteer\n",
    "%pip install --quiet nest_asyncio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "058546ee",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-19T11:25:47.412695Z",
     "start_time": "2024-04-19T11:25:45.405158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xmUxJpxEdPHhQt912W7dnAQAAvZfF6ABATxMJxxUJN6qhIaaGUEyRhpghL/gB9E/TpsyX94W3VVtb27x20/V36Mjnpw1MBaC/ycw0KzMrQ9YskzKzMpSVze8QAAAAAEAqIuG4GsKNagjHFAlznbm3cRaMMDpCkkituEaIDonU5rb5dzgeKuDvEIBuYTJJmdYMZWaZZbWaZbWZlZnFNebuRhkI/VI0Epf/cL2OV4Z1IhDWicqGM7eBiNHRAEBTzvs/LR7vfVPa++ZBg9IAwBk5eRYNKraq0JGlQodVhc4slQyxKTuXf1IAAAAA6J8iDXH5D9d9eZ25QSe+vA1WcZ25t5s17p+NjtCmpx/mGiE64rw2/w5HjvF3CICx8gZlfnWNudiqQcVZKhmaTVEoTbhyj37heGWDDn9WK9/helUerleVr8HoSAAAAL3K6VNRnT4V1eF9dS3WcwZm/P/s3Xd4W9X5B/CvZMmWPBTLeydx9k6c6UxnkpCEJIywKStAaSm00Jb+aEuhhdIBhBZaCFBWgDATyN577z3txDOesiPHtmyt3x9KLMn32pYdW/dK/n6eJ89jnXslvcc5ur731XvPQVxnLWKTtUjoEozk7iESRUhERERERNS+Si/XIi+zCoU51SjOM6GsiHlmIiIiIk8ZDWYYDWZcOuM+S1lEjBrRiVrEpWiR2DUYsclaiSL0LywGIr9VZ7LhzOEKnNhTgaI8U4ueq9HYoVYroFYrEBgIwfq8RERERP7MbLajrs4OsxkwmwGLpfF9qyqtyDxxFZknHMsbhoQFoM+wcPQboUdETKCXIiYiIiIiImofpmobzhyqwIk9BpRcblnxD/PMRERE1CHZ7airA+osNpjrFDCbAau18d0NxWYYis04e9gIwFEc1G+EHn2HhiNYx5KW1uJvjvzO5UvVOLS9DOeOVDa5nzYYiI5WQh+ugF6vRHi4AvrwAATyOysiIiIigfIKO8rLbbhyxQaDwQaDwQ6DwS7Yr6rSigOby3BgcxnikjUYOEaPfsP1EkRMRERERETUevlZVTi4rQyZx682uV9ICBAVpYQ+wpFfduSZlVCrvRQoERERkQ8wW4CKChsqKmwoL3f8Kyuzo1LkK31DsRnbVxRj+4pidOkdgsFjI9G1T6j3g/ZxLAYiv5F97ir2bShFXma16PboaAXi4pSIiwtAbIwSISG8C4OIiIjIU/prhdNAQH2b2QyUlNpQWGhBYZENuTnuxUGFuSYULrmMXatLMGJyFPqP0CNAzXOwjmrq1Kno06ePoD0hIUGCaIiIiIiIxGWeqsS+9aUozKkR3R4bq0BsrBJxcSrExioQrOU1DhEREVFz1CogOkqJ6CilW3tNjR3FJTYUFlpRWGhDYaF7jvnSmSpcOlOF6IQgjJgajZ4Ddd4M26cp7Ha78HZeGcvKysL8+fMF7X379sWnn34qQUQkKTtw/kQl9m8oEV0KLDJCgW7dA9CjuwqhobwoIyIiImpPZrMCl7LNuHDBgrxcG2x29/MvbUgA0iZEYMjYSKiDlI28ChERERERkXfZ7cDZIxXYv6EUpYXCpcCioxXo1k2F7t0DEBLMPDMRERFRezGZgAuZFmRmWgSFQQAQHqXGiClR6DNUDyVTzE1iMRD5LENRLdYuKRC9Q6NPHyUGDAiEPpwXZkRERERSqK0Fzp6z4MgRM2oanK5ptEpkzItDn6Hh0gRHRERERER0TXGeCeuW5KHksrAIqH//AAzor4ZOxzwzERERkbdVVdlx/IQZJ09YYbG6bwuPUuOmuxKR0DVYmuB8AIuByOfYrHbsWV+C/RtLYbM521UqoE+fAAwepEYw784gIiIikgWbTYGz5yw4fKQWlUb3c7SUniG46c4EhIarJYqOiIiIiIg6KqvFjp2ri3BoqwGu35Ko1UC/fgEYOEANLZcAIyIiIpJcbR1w4oQZx49bUFvrvm3QaD3GzYrlTPQiWAxEPsVoMOPHj3JQUuD+Ke/XNwDDhgVCo5EoMCIiIiJq1ukzFuzZY0adyw236iAlpt2VwLWeiYiIiIjIa0ov12L5xzmoKDW7tQ8cqMTQtCAEBkoUGBERERE1ymwBjhypw6FD7tME6fQqzHogGbEpWokikyeV1AEQeerCiUqs+TwP5jpn/VpEhAITJwYhKpJ3aBARERHJXZ/eKnTtosKevXU4e9ZxwWautWHlJ3nIG6PHhFviEKDieR0REREREbWfE3vLsWlpIaxmZ545OtqRZ9aH83qEiIiISK7UKmD4sED06mnHli21uFzoOJ8zlluw5O2LGD87FkPGRUocpXywGIhkz2qxY/P3l3F8b0V9m1oNjBihRr++Kih4fUZERETkMzQaIGNCIHr3tmHr1lpUXDvFO7qzHPmZVZj1YAr00bwNl4iIiIiI2palzo41S/Jw/mhlfVtQEDBypBq9e6vANDMRERGRb9DpFLjlFg0uZFqwa5cZNTWAzQpsWVaEnHNVmHFvEgI1XDaMvwGSNVO1DV/9+6JbIVBkpALz79Cgfz8WAhERERH5qrhYJe64Ixh9+wXUt5UW1uHzNzNx+VK1hJEREREREZG/qTZa8MXCTLdCoOhoBebP16APC4GIiIiIfFL3birMn69FQqLzbC7r1FV89nomKsvNTTyzY2AxEMlWZbkZn7+ZiaI8U31bn94BuHWeBqGhvDwjIiIi8nVKhR3jxgRi6tRABFybs9Rca8fX/8nGhZOVTT+ZiIiIiIjIA4biOix+MwtlRXX1bf0HBGDuXC2CtcwzExEREfkyTRAwa6YGQ4c6bzo1GsxY/EYWSvJNTTzT/7EYiGSpJN+ExW9kwWhwVOwplcCkSWqMHx8IJUctERERkV9J7RqA228Lgk7neGyz2rH8f7k4ussgbWDUpj777DMMGzZM8O+9996TOjQiIiIi8lOXL1Xjy7eyUGW0AABUKuCmmwIxJj0QSoVd4uiIiIiIqC0oAAwbGohZs4IQGOhoM1VbseTfF5FzvkrS2KTEsgqSnZzzVfjq7YswVVsBAJogO+bMCUKP7iqJIyMiIiKi9hLeSYnbbtUiPt55ibLpu0JsW14oYVREREREROSrMk9WYsm/L6HOZAMAaIOBefM06NI5oJlnEhEREZEvSkxQ4rZbNQgLczy2mO347t1snDpYIW1gEmExEMlKUU4Nln2QA3Od466M0FBg3jwtYqI5VImIiIj8XWCgY0rX1K7Oc7+DWwzYubpIwqiIiIiIiMjX5GVWYcUnufWPO3UCbp2nQYSey4IRERER+TOdToF5czWIjHSe9639sgCZJysljEoarLAg2TAU1eK7RdmwWhyFQJERCtw6TwOdjhdoRERERB2FUmnH1KlB6D/Aebfuvg1lOLKDS4YREREREVHzinJrsPSDHNgcE88jJkaJW+dpERrCPDMRERFRR6DVKjBnjgaJidfO/+zAj//L7XBLhrEYiGThaoUZX79zCbU1jilbO3UCZs3SQKvlBRoRERFRRzQmPRC9ezkLgjYvLcS5o1ckjIiIiIiIiOSuvKQO37+XDcu1mef1emDWzCAEBkocGBERERF5lVoF3DxDg7hYZ73BD//LQXGeScKovIvFQCQ5U5UVX71zETVVjls1goOB2bM10GgkDoyIiIiIJDV+fKDbkmGrFufj4pmrEkZERERERERyVXXFgm/euQjTtRtOw3R23DJbC7Va4sCIiIiISBJKJXDzzRro9Y7Hljo7vnv3EipK66QNzEtYDESSstsdFXhGgwUAEBgI3HKLBiHBnBGIiIiIqKNTKIDJUzRISHCcG9ptwIqPc2E0mCWOjIiIiIiI5MRmtWPpB9moqnTccKrRAHNma3nDKREREVEHp1YDs2dpEBbmeGyqseH7Rc6ZJP0Zi4FIUnvWFaPgUo3jgQKYPj0QnXQsBCIiIiIiB6XCjuk3aREa6nhsMdvx40c5sFn9/2KNiIiIiIg8s31FEUoKagE4riFmztQgJIR5ZiIiIiICtFoFZs3UQBXgeHylzIy1X+VJG5QXsBiIJFNwsRp71pfWPx4xXIX4uAAJIyIiIiIiOVKr7Zg+XQPltauXkoJabFteJG1QREREREQkCxdPX8WhbYb6x6PHBCIqkoVAREREROSk0ykwcVJg/eNzRypx6kCFhBG1P5XUAVDHVFtjw/KPc4FrN3QnJCowZDAXbyYiIiIicZERCmRkqLFpk2OJsMPbDejcKxRd+4RKHBl56v7778f9998vdRhERERE5EeqjRasWuy8q7tLVwX69eXXHkREREQklNo1AP36BeDkScfSshu/vYz4zsHQRwc280zfxJmBSBKblxag+qrjQxYSAtw0lYs3ExEREVHTenRXoVdv50ySa77Ig7nWJmFEREREREQkpfXfFqDO5LgmCA8HJk9knpmIiIiIGjc6PQhRUY5ZJC1mO1Yv9t/lwlgMRB9AD+EAACAASURBVF5XcLEapw8a6x9PnRqEQP8stiMiIiKiNjZ2dCBCQhw/m6pt2Lm6WNqAiIiIiIhIErkXqpB18mr946lTNVBxUiAiIiIiaoJSacfUqUFQXquUKcoz+e1yYSwGIq+y24C1S/LrH/fsGYDYGA5DIiIiIvKMSgVMmBBU//jIDgMMRXUSRkRERERERN5mswLrvnLmmfv3D0CEXiFhRERERETkK3RhCgwZ4qwi3/pDoV/OQM8qDPKqIzvLUFFqBgAEBgLpozglEBERERG1THKSEl26OC5l7HZg/df5zTyDiIiIiIj8yb5NxTAaLAAArRYYMTyomWcQERERETkNGaxGmM4OwDED/a41/jcDPYuByGssZjt2rSmpfzxqlBoaLuFMRERERK0wdkwgAq7dvFFwqQYXz1xt+glEREREROQXamts2LexrP7x6NFqqNV2CSMiIiIiIl8TEABMGO8sVji8w4CqKxYJI2p7LAYirzm224A6k2N6LZ0O6N2bCzgTERERUeuEhCgwcEBA/eN9G0qa2JuIiIiIiPzFoe2lsJodxT9RUQp078Y8MxERERG1XGKCEslJ12agtwH7N5dKHFHbYjEQeYXNBuzf5PzwDB2qBldwJiIiIqIbMaC/2jk70MUaFOXWSBsQERERERG1K4vZjkNbDfWP09LUEkZDRERERL4ubajzfPLYnnLUVtskjKZtsRiIvOLUgXJUV1oBAKGhQI/uvFuDiIiIiG6MVqtA3z7O2YF2rfW/dZ2JiIiIiMjJdfZ5vR7o0iWgmWcQERERETUuLlaJ+DjHNCZWsx0Ht/nP7EAsBiKvOLqjvP7ntDQ1FJwWiIiIiIjawKBBaiiVjiUCLp2uwtUKs8QRUWM+++wzDBs2TPDvvffekzo0IiIiIvIRh7eV1f+clsbZ54mIiIjoxg1xmW3y2K5y2P1kciBOz0LtzlBUh+J8EwBApQJ69OCwkwtTbS0WfvohLBZrfVt8dAweuf1OCaMib+IYICJP8FjR8VRWVcFut0MXGip1KM0KCVaga9cAZGY6rtBOHqjAyCnREkdFRERERERtrTC7GsZyCwBAowG6pTLPLBfMGxDHABF5IjM3G1+u+NGtbdTgIZiSPlaiiIgckpMCEKazo9KoQE2VFZfOXUXX3vLPjTeHZ8vU7k4ddM4K1L1bAFScuVU2ampNWLVls1tbQkwsT9A7EI4BIvJERz1WXMzPw5crfoCprhbV1dWoqa1FbW0dakw1qK2rg9ninIEmPiYWKQmJSIiJRVJcHEYNGoLQ4BAJo289w5UKzH1yAQDg89f/heS4eIkjal7PnipkZtYBAE7sLWcxEBERERGRHzp18Er9zz16BHD2eRnpqHkDcuIYICJP5BcVYd2ObW5twVqN3xcD+Vue2d/6c13vXmrs3+8oPD99oJzFQETNsgOn9lXUP+zRk5VARERE5BsMFeVYs22LR/uWG404deF8/eNgjRb33DIXt069SbYXN41Zt3N7/c8bdu/AQ/PukDAazyQlBUCjAUwmwGiwoCi3BrHJWqnDIiIiIiKiNmK3A6ddioF69uRXG0REROQb/C3P7G/9ua5nT1V9MdCF41dhrrVDHeTb1edKqQMg/5aXVYWqSse0kMHBQEI8i4GIiLzBYrHg+LkzsFgsUodC1CFVm2rwwddf4vanfoqT589JHY7HbDYblq1fW/945aaNsNnkv0CyUuG4M/i6UwcqmtibiIiIiIh8TdbpStSZHNcm4eFAVCS/2iAi8gbmmYmk5at55sbIuT+hIQrExzvOMa0WO84fv9LMM+SPZ8zUrjJPVtb/3Ls379YgImpvlwry8cE3S3DbU4/jZy/9AQUlxVKHRNShVZtq8H9v/A1lFb5RnHLkzCkUFBfVPy42lOHY2TMSRuQ51zuDs1zOQYmIiIiIyPdlnXDNM6sljISIqGNgnplIXnwtz9wcufanp8sqR5knjBJG0jZYnUHtKj+zuv7nzp05KxARUXt69b13PJ6akYhab86UaQhSq6EJ0kClVqGyshKFpaU4ce4Myo3CC4RyoxEvv7MQr//291Cp5H36/eOmDYK2tTu2YnCfvhJE0zJRkUoEh9hRXaWAsdyCqisWhHSS9++biIiIiIg8k5dZVf9zSgrzzERE7Yl5ZiLv8Lc8sz/0p0tnFbbCDADIu1DdzN7yJ4/fKvklc60dRfkmAEBAABAVFQDALm1QRER+7FJertQhEPk9vU6HZx9aILrNbDZj455dWPjxh6g21bhtO3zqJDJzs9GrazdvhNkqZRUV2LR7p6B95ZZN+MX9D0Gr0UgQVcvExwYgM8uxdEDOhavoMzRc4oiIiIiIiOhGmaptqCh1fCmjCbJDH66QOCIiIv/GPDNR+/O3PLO/9EejATrpgCtGwFRjQ1lhLSLjgqQOq9W4TBi1m7yLVfW1P7GxSigVLAQiIiIi/6VWqzF93AT85ZfPiW7PzMn2ckQts37X9ka3bT+434uRtF5cvPMOYdcZKomIiIiIyHdln3cuEeZ6zk9ERETkj3w9z9yQr/XHLcecVdXEnvLHYiBqN/kuU7fGxXGoERERUccwrP9AjE4bKmg/d+miBNF4xmazYdn6tY1uX7vdN6aGdj3nzM307Qs1f3T//ffjwIEDgn+PP/641KERERERkYzluyzREBfHYiAiIiLqGHwxz9wUX+mPP+WYWaFB7aY4z1T/c2QkhxoRERF1HD06dxW0XZTxFMuHT59EQXFRo9v3Hz+GwtISL0bUOhERSiiurRhQUWqGxcyZKYmIiIiIfF1xPvPMRERE1DH5Wp65Ob7QH9fzzRKX81BfpJI6APJfFWV19T+Hy2gd58slJdh95GD949FDhiIuKrr+8dmLWdiybzfOXcxCYUkJrlZXISk+AT06d0HXpGSk9RuA5Lj4Vr232WzGsXNnsPvwQVzMy61//dDgEOjDOyEhJg4jBg7CsP4DER6mu6F+XsjJxsbdO3D+0kVcLi7G1eoqREdEoXNSIpLi4jE2bTii9Pobeg8AKDaUYd+xI9h3/CgKi4tRVFoCrUaL1JQUdE5IROeERCTHJaBX11SoVPI45HAMcAw0pq374o2xdujUCVzKzwMA5BQUCLav3LIRsS7veV2QOhAzMyYJ2m02G1Zt24w6s7m+LTQ4BNPGjAMA2O12HDx5HBt270Du5cvIu1wAtUqNiPBwpCQkokfnrlCr3X83g/v0Q2pScpP9aCgrNwdHzpxya+ue0hkDe/Vp0evciOPnzuB89qX6x7dMnFL//26xWHD49Cls2bcb2QV5KDWUo8ZUg16p3ZCa3Bldk5KRPjgNutDQVr13ZVUV9p84hj1HDqGguLD+9XVhOsRERKBrUjJGDBqCgT17QxN0Y+vV8ljRPqw2q6CttePBG37YtL7ZfTbs3oH7Zs/zQjStp1QAujDHms4AUFFah6h4313TmYiIiIiIHOf113W6sXRZm2KOkXkDjgGOgcYwzwyUG69g897dbm1dk5IxpE8/AICpthZb9+/FzsMHUFBYhBJDKbQaLSL1eqQmpyApLh7qBr+bqaPHISwkpMl+NLTv+FHkFV52axs5aAgSY2Jb9Do3oiPkma/3Y9uBvbiYl4PCYsdNhUnx8UiMjUNyfAJuGju+1a/v6kJONvYcPYRjZ06juKwM5VcqoO8UjtSUFKTEJyIlIRFdEhKRmpzSJu8nNV/LMzfHF/oToXcWA1WUmQE7APmUOrSIvP9akk8zGpxfJHfSyeeOjePnzmDhxx/WP84rvIxf3P8QKiqN+McH72H7gX2C55QbjTh+9kz9498seAKzMia36H237N+Dtz/9GMWGMtHXzy28jGNnzmDNNscyHPfNmYe7Z85p8YlNbuFlvP6/RTh08oTo+5y7lAUA+OjbrzFq8JAWvbarsooKLP7xe3y3drXo+xQUF2EH9te39eySit8seBw9u6S2+j3bCscAx0BD7dUXb4y1ZRvXYcue3Y1u/3LFj41uE7tIM1ss+Pv777q1BWu0mDZmHApKivHHha/XjyFXxYYynMnKRFVNDXYe3O+2bcqYsfjjk083GoeYJauW138Wrrtr5myvFgOt3rYFKzZvrH8cER6OjOGjcCEnGy+9vRDZ1y6OXe05chh7jhwGAMREROLFp57BgJ69PX7P2ro6fLt2Fd5b8rno9nKjEdn5edh//Bi+Xr0Sep0Oj991L6aNGd/iJAiPFe0rKzdH0NazazcJImleWUWF4DjSO7UbzmRlurWt3rIZ986aC4VC3lc+ncIVuGJ0zAhUYWAxEBERERGRL7Na7KipcnxppFQCYWHMMzPHKJ+8AccAx0BDzDM7ZeXmuMUMOPLEQ/r0w4ETx/D7N/+JalONIOaC4iIcP3sGnRMSkV2Q77ZdrVJh9sQpjcbRkM1mwyv/+RfKjUa39lef/a1Xi4H8Pc+8//gx/G3Rf0SPScWGsvpjyH8+/xSdE5Na9NquLuRkY9FXn9f/XlyVG42CfOyUMWPx5N0PtEmxopR8Kc/sCV/oT0AAEBwMVFcDdhtw9YoZoeFqqcNqFfmcOZNfMRrMsF9blSE01PGhkatv16xCzuUCPPp/vxE9YRLz9/ffxZ/eXgi7vfmlJywWC/7y33/jjwtfF/1D2JjFPyzFQ88/i9wGFctN2bB7B+599heiJ+dixP5geuL4uTO499lfiJ7QNubcpSw8+sJv8c7nn6Cqprr5J3gRx0DL+dMY8GZf2nustacLOdl4+PnnRAuBrouJiMSD824TtG/YuQNXKis9fi9Tba2gEAgAJqeP8fg12sM3q1fi5PlzePh3z4leoDVUbCjDz176A5auX+vR65dWlOPxP/6u0Qs0MeVGI15b9F/835t/R43J8+kqeaxoXxdysrHr0EFB+4gBgySIpnnrdm4TtN01aw6G9O3n1pZbeBmnLpz3Vlit1qmT8xLH6HIHMRERERER+R5DscusQJ3kfWMCc4wt5295A46BlvOnMcA8s2fW7tiGX/31z4JCIFfTxo7HrdNmCNqXb9rQovc6eeGcoBAoWKPFiAEDW/Q6bc1f8sw2mw1vL/4Yz772Z4+PSZ70V8yyDWvx8O+ea9GxZsPOHbjvuaexfPMG2Gy2Vr2v1Hwtz9wcX+pPJ53zvNN1NSRfw2IgaheuHwq5X6QBwH3PPd2ik2cA2LR7J3YfPdTkPlarFb9/659Yt0P4JZsnig1lWPDCb3G5pKTZfdfu2IaX336rVe/TEtsP7sfPXvpDkydqTflq1Qr88tWXYbFY2jiyG8Mx4Dl/GgNS9KW9xlp7qjbV4MW3Xm/293Tb9JvRq2s39E4VVnFv3rvL4/fbd/yooC05Lh69JK4OP372DH76pxda/Lw3P/4AZRUVTe5TWlGOn7/0B9GqeE/sOXIYz/39FY/GIo8V7auk3IAX33pd0H73rFvQq6v87liz2Wz4YcM6QfvowWnIGJEuaF+/a7s3wrohrueeFSwGIiIiIiLyaVdc8szhzDMzx+hCrnkDjgHP+dMYYJ7ZM6fOn8cr//13s/vdOnU6Jo0aLWg/k5WJzNxsj99v6749grbp4ycgUB3o8Wu0B3/IM9tsNrz5yYf4evXKVr1PS7y75HO88dEHrXputakG//jgPby7ZHEbR9X+fC3P3Bxf60+ncJelwnw4x8xlwqhdVFc6lwgLDpb/RVpDk9LHoF/3HrDabMjOz8OuQwcE1cMA8PF332D04KGNvs66ndtEKxwBIK1ffwzq0xedE5JQXFaKc5eysOvgQcHJYrWpBh9+uwS//+lTjb7PsbOnmzyBSk1OQb8ePZEcn4DcywU4eOI4CoqLGt2/MRdysvHCG38X3abX6TCobz+kJqXAZrOh3HgFpy9cEJ1F5ExWJr5esxL3zJrT4hi8hWNAnD+NAbn05UbHWsaIdMRFRgEAlqxcLvr6MRERgvagwJYtm+N651CwRouxw4ajR5euMFSU44cN61FtqsGM8RkAgDmTp+FM1n/dnr9i8ybMnXKTR++1aY+wcOhmkalmpRas0WLGhAykxCfCWHUVF/NysWn3TtF9v1mzEk/cdW+jr7Xoqy8a/UxmjEpH/+49ERURieyCPJzJvIDdh4UX7cfPnsHaHdtEp+W9jseKG1dbZ0ZFpRGawCAEqtWwWC0oKS9HWbkBm/fuFr37a0jffnjo1vkSRNu8Q6dOCP6Pp4/PgCYoCOlD0vDmx+77r9m2FU/cdd8NrSHe3rRa54Valcs5KRERERER+R7mmR2YY/SdvEFDHAPi/GkMyKUvvpBnbjhWEmJikT4kDfHRMbiQk40127agd2o39O3eA4BjhqCGBXDrd+5At7s6N/teFosF63cKb2qbOnqcx/F6iy/mmb9Y+YPoDYbXDejVG/2690C4rhPOXMzEviNHWlUst2rrJnyxfJnotuS4eAzs3QdR+ggEBAQgt7AAR0+dEi2SW7JyOSYMH4V+PXq2OIb24m95Zn/rj1br/LmqUvqi09ZiMRC1C7PZOc2gSuU7F2lp/frjhZ8+hWi9+wlNWUUF/vre29h3zH22ijNZmThw4hiG9RdOKVhVU413vxSvNP3jz5/GlPSxgvbcwst4/h9/FUzXuW7HNsyfMVN03dir1VWNVuknx8XjlWd/iy4JiYJtHy39Bh99+7Xo88SYamvx/D/+Krpt/oyZeOi2+QjRBgu2bdi9A//8YJHgj/y7Xy7G6LRhorFJiWOgcf40BuTQl7Yaa5NGpmPSSMfsHUdOn8KZrEy37Q/fNh8p8Qkex9WcAb1645Vf/hrhYbr6tvtuuRVZuTn1bRNGjMTf3ncvBjp3KQsXcrLRPaXpC7XqmhrRC51Jo6RdIqyhu2bOxsO33SkoiLh75my8+K83BRdcXyxfhntmzYEuNFTwWmeyLogui6bX6fD67/4o+jvbdeQgnv/Ha4L2RV99jkmjRkOr0Qi28VjRNqpNNbjliUc83v/mjIl49sEFUKvluabwj5uF0ytPGe34+xQXFY3eqd3cjivVphrsOnKo/rgjR66/aotZ2qmviYiIiIjoxrie06vkeVklijnGxvl73uA6joHG+dMYkENffDXPfNtNM/Czex6ASuX8qvqBubehzuwsAr15wkRBMdCy9Wvx6O13uj1PzPHzZwXFUAkxsfWFRnLhi3nmsxczsWjJF6L9GTdsBJ5/7EmEhYS4tZtqa/Hiv98QLT5qTGZuNl5b9F/Rbc8+vACzJ06BUum+CFKduQ6f/bAUnyz9VvCcV999G//76z8RFCjtzFDX+Vue2d/6o1Y76xssZt9cZg7gMmHUTix1zg+FTD/DAlPHjsPff/07wQkTAESGh+NPT/1S9HnnLl0UbV+ycrlo1fW/fv+S6Mk54Dih/u9LryI1OUWwrbG1PRf/uEy0yjVjVDoW/eW1Rk8aH5p3B5689wHRbWJWbdss+j6v/fp5/Py+B0VPaAFgSvpYfPqPNxGs0Qq2vfvlZx6/vzdwDDTNn8aA1H1p67HmLaMGD8Ebz//BrRAIAMJCQjCod5/6x6HBIaJ3DazbsbXZ99hz7IigbUjffoiPjm5FxO3j6Z88jCfveUB0ZpReXbvhNwueEH1e7uUCQZvdbse/F38iaE+IicWiv/yt0eKp0YOH4qPX/iloLzca8e068XXJeazwvl888BB+++hPZXtBU1peji17dru1BWu0SOvTr/7xpHRhId7a7cKkgpy4/rrNdSwGkpPCwkIcOHBA8K+gQHh8JCIiIiICgLo6a/3PzXzvKxvMMTatI+QNOAaa5k9jQOq++Gqe+eE77sTTDzwsKOhJio1DalJy/ePBvfsiJiLSbZ9qU41oDrkh0SXCJmRAoZDPBAa+mmd+/X/vi7Y/dtc9+PPTzwoKgQBAExSEvzz9HMYNGyH6XDH/EykyDNZo8dXC/2DO5GmCQiAACFQH4pHb78Q/n/+9YFtu4WX8sLHx2YzkTO555pbyhf64FQP5cI6ZxUDULswuxUC+MDPQuGEj8MLjP29yndDQ4BDMnTJN0F5cVipsM5SJVp3OnToNg/v0bTIWXWgo7pszT9C+//gxHDt72q2tsqpKdHq81OQUvPjk042eaF5309jxTW6/rrauDp98/42g/b4585qcuvS6mIhIPPvIAkH7kVOnPHp/b+AYaJo/jQGp+9LWY82bnrr/IY+r5m+eMFHQ9uPGDTCbm16yZ+OuHYK26eMmeBagFzx1/4O4bdqMJvcZ0qcfkuPiBe1FIomB7Qf34/jZM4L2BfPvRuy1aXkb0y25M+aIjJP3v/oC1TXudxXxWCGNf336Ee7+1VP4avUKWK3W5p/gZet2bhO0zcyY6JaIGZM2TLDP7sOHUFpR3q6x3Qi12nmJ41qgTtJbv349nnjiCcG/5cuF048TEREREQHuX764nuvLFXOMTesIeQOOgab50xiQui++mmdOjovHfbPmerSvUqnE3Gk3CdpXb93c5PMsFgvWbBPemDpZRrPP+2qe+fDpk4JZowDHTFj3zZ4nWqBznVqtxk0e5vov5GRj+4F9gvaXn3nWoxuHRwwYhNmTpgjaT1w459H7y43c88wt5Qv9Uamc56BmH84xy//smXySezGQhIF4KDE2tsk/UNeNGDRE0FZYWiJoO5V5XvT5t98006N4JgwbCb1OJ2g/n33J7fHG3cIvzQHgZ/f+BAEBAR69lydOXjgnuPNAr9Ph4Ras4zglfazgpKXaVCObLxM5BprmT2NA6r609VjzlvkzZopeeDSmf49eor+j3UcPN/qcyqoq0RP8sUM9v1ugvcXHxDa7j0KhwJihwgKKEpGLtCOnTwraYiIiMWH4SI/iEbuYByCYAprHCukUFBfhncWf4Hdv/A3Gq1elDqeezWbDjxvXC9obLsmXHBcvehdhY+uWy4G/XKgREREREVHDPLP878pmjrFpHSFvwDHQNH8aA1L3xVfzzI/ffV+zS3y5mjZGWGi2/cA+lJY3/js6fPqUYAm2vt17tCi/3d58Nc+8dMNa0f3uvUVYeHgjth8Ufk8wKX0MRgwY5PFrPHjrHYK2zEuXRPb0DXLNM7eW3PvjOjOQL+eYWQxE7UJO0+y1pQhdJ0FbflGRoC2vwR9HABg7bLjH66mq1WrMmCBcYqegqNDt8b7jRwX7jBg4CMMHCNcVvhGHTp4QtI1OG9aiEzaFQoHe3bsL2nMK8m8oNm/jGHDy1THgK33xdKx5y2iR2UGaolAoRO8mWLV1U6PP2XX4oKAtY1S66LSicqfvFC5oKxG540ZszNw5c7bH47FbcmfRNd4bXtDzWNF29DodNn78BbZ9/k39vxXvfYRP/7EQC194EXfPukX0eXuOHMZjf3geVyorvRyxuIMnTwjWHI+JiBRdN33iqNGCtuWbN7ZbbDfK9SzUbpf/lwVERERERNQ4hZJ55oaYY5R33sBTHANOvjoGfKUvcsszjxw4uEX7x0REYnSacKalTXsav1FNbNuM8Rktel+5kFOe2WKxYN8R4RJtj911D/Qi4+xG7D0ivKk4fXBai14jWh8hWIovt/AyTLW1NxRbW/GXPPN1/tYf1yyzL6eYfWDOFvJFgUHOOjOz2Yc/IQ3owsIEbcZK4Vq9Yifo3Tt3adF7JcTECF/X5QTdYrHg0AnhyeaU0eNa9D6eOHJGWFG8cssm5BYK1yVtyrEzwikKcwrykda3f6tj8zaOASdfHQO+0hdPx5q3JLXironJ6WPxdoN1incdOoiScoPoOtZiF2lyWiKsJcQufoxVVYK28yLrc4vNwtKUpPh4nLuU5dZ2uaS4/mceK9pew7WMdaGh0IWGoktCItL69se9s+fh46Xf4Ns1q9z2KyguwjdrVuLRO+7yZriilm/ZIGibMWGiaEH32KHD8OE3S9zasvPzcPZiFnp1FSYJpGa2OPsQGNR2dy8SEREREZH3qQNd7spueuVxn8Ico5M/5g08wTHg5KtjwFf6Iqc8c0JMLIICG1/WrDEzMyZj1yH3G0l/2LAO82fMEuxbW1eHzXt2C9onjBjV4veVAznlmbPycgQzLgFAxoj0Fr1Pc2rr6nDqgnBWtP98/gmWbxbOdN4UsXjziwvRLblzq+NrS/6QZ3blT/2xWJyzAbnWPfgaFgNRu1AHOj8UFouEgbQxXUioR/tdyssTtMVGNL0mZ0MR4XpBW3a+s7K3vNIo+kcsMbb5qQVbqtQgPt2i2ElqS9l8rJySY8CdL44BX+mLp2PNW8SKd5oTGR6OjFHp2NLg4mvj7p246+bZbm0VlUbsPnzIrS1Yo8Xwfm1795G36MKa//+rMZkEUwkDQGQLf9cxEcL9C4qdCR0eK7xPFxqKn93zALJycwR3iX267DvMnXITovTCY7y3lJaXCz6XAJAxUjwp0i25MxJiYgUzCW3YtV2exUBm54Wa2ocv1IiIiIiIiHlm5hg950t5A4BjoCFfHAO+0hc55Zm7JCW16nnpg4ZAr9O55VJzCy/j1IXzglmuD546LhjP44aNQHiYcLk8XyCnPHNeIzNKxUW27JjUnCtXxWeIKTcaRfvZUr7050LueeaW8qX+mM3OgnRfzjH7buQka64fCn+6SAsI8OwjI3aCHh0Z2aL3ihSZ+q+guAiWa79QYyN/DBNi4lr0Pp6oaIM/ro2JaeOThPbGMdD2vD0GfKUvno41bwjWaFu9/OOsjMmCtuUb1wuW7tl16IBgv5kZEwWV5L5CqWj+/6+gRPziKTaiZccKsYROfqHzIo3HCmkEBATg+ceeFN22/YBwzWtvWrdzm6Ctc2JSk3fETB0jvBtw+aaNMMvw1lzXkHz5Qo2IiIiIiNxn+7RYfOjbu2Ywx9j2fC9vwDHQ1phnFierPLNW2/xOIlQqFWZOFOaZxXJcm3bvErRNGzu+Ve8rB7LKM4vMKJUcF9+ipfE8Ybx6tU1fr6HW3PgsJTnnmVvDV/rjuvKRL88M5LuRk6y53rHhT8uEeSooUPjltcXasqqoxv54s03BxAAAIABJREFUmq+doF+tqhbdHtGpbdfltNlsoncFtIVgjRYJ0cIpSv0Bx4BnvD0G/KkvviKtTz/ode53XVy/a8PVxt3CJcImp49t19ikFhAg/hlv6VS5gSIFU1U1znHOY4V04qKiESNy0e16R423Wa1WfL92taD95gkTm3zeGJG12atNNdh7/GibxdZWXIuBAoNaV8hIRERERETy4L5MWMc7v2eO0TO+mjfwBMeAZ5hn9n/Txk4QtK3ZthWm2tr6x6baWqzb4V4gFKzRYuTAwe0en5S8lWe+IlKkExcd3aL38ER1jfgxqS3ERESik8jSeXInxzzzjfCF/rgXAwU0sae8cZkwahchYc6hVdM+50OyptVoBVPVWSzWFr1GWYVwislgjRZajQaA+B9lwDF9XltOd6hUitcMvvzMs8gY7ptrrHoDx4A8+VNffIVKpcLcadPx0bdfu7Wv2bEV/Xr0BOBYsmj/8WNu2xNiYtGnW3evxSmF4Guf5YauXK0UXQu6MSWGMkFbgss0zjxWSKt7ly4obvB/lF8sfreONxw6dVIQDwB0T+mC3MLLjT4vJDhEtH3t9i0YmzaszeJrCzU1zgu14DDfnF2MiIiIiIgcXM/pa2psTezpn5hjJI4BefKnvviKLgmJGNi7t9sybNWmGuw4tB9Trt1UuvfYEcHzpo4dB01QkNfilIK38sxixUXFBoPHr++poEDx/6+l77yPyHDhTGcdhdzyzDdK7v2pdqlv0IaxGIjITadI5x+EK1c63kVa58REFDQ4YBlETribUlYu3L9bZ+fyHfEx4pXhxWWlbb72aUJMrKA/uZcb/8KQOAbkzJ/64iumjRkvKAb6YcM6PHn3/dBqNNh5aL/gOTdnTGr10mS+Ikpk2lUAMFypaOFFmvCCKykuvv5nHiukpQkSXoxL+TtZvmWDaPuzr/25Va+3dd9eVFQaZbXuuuu5Z3hky+6AovYVGxuLtLQ0QXtCQoIE0RARERGRL3DNM1dUdLwZ6JljJI4B+fKnvviKWyZNcysGAoDVWzfXFwNt3COcfX7qaP+efR7wXp45MVa4dGB2fh7sdnub5vIbm7knv+hyhy4Gklue+UbJvT/GCpccc4Tv5pi5TBi1i5AwFQLUjgP/1auArYNdpyW7/HG8rqyiokWvUVRWKnzdeOfrhofpEKwRrq96uaSkRe/jiUi98EQiO1+4VjE5cQzIlz/1xRNWm/QFmYkxsRgxcJCgfftBRxHQ+l3bBdsmjRrd7nFJTalUonNikqDdUHGlRa9zuaRY0JYQ7bxjg8cKaV3Ky5U6hHqlFeXYsmd3m7/ulr1t/5o3wuhSDNSJxUCyMm3aNCxatEjwb/bs2VKHRkREREQyFR7letNpB0sygzlG4hiQM3/qiyfkkGceP2yEYKzuP34MBSXFqKqpFuS9YiIi0b9HL2+GKAlv5ZkTGikcLDe27H2a01gRYl4Ts5p3BHLKM7cFuffHaHSed/ryDacsBqL2oQA66Z1TS3a02YESRKpj9x8/6vHzbTYbNu7aIWhPjHU/8e+SJPzjvvfoYY/fx1ODevcRtB05ddJtLVZyxzEgX/7UF09caTCNsFRuzpgsaFu1dRMKS0sEd3MM6NUbSSKfIX/UJTFR0Hbs7GmPn19YWoLjZ88I2htemPFYIQ2LxYKs3BxBu1R3sKzdvrVdXnfF5k3t8rqt5Xqh1smH79ogIiIiIiJAqQRCdI4FDmw2oKqKeWbmGDsWjgH58qe+eEIOeWZNUBCmj58gaF+/czv2HBGO15szJjW6pJu/8Uae2bUwyNWBE8c9fh9PaIKC0Du1m6B9j8gycB2F3PLMN0ru/bFagapqx8/KAAWCdb672FbHOAKSJDp14Ls2EmKEfxBPXTiPsxczPXr+3mNHkCtS4dpwCr6UBOEf9xWbN4oeQG/EsP4DBW3FhjJ8vnxZm76PP+EYkC9/6ktDYhc2YmuCS2HMkKGCuzYOnTyBJSt/FOw7Y3yGt8KSXJLI3V3frF7pcdLgh43rRNvjGxyDeKyQxvLNG0Xbhw0Q/p7am9VqxdJ1awTtep0OvVO7efxP7I7Ec5ey2nws3QjXm5700SwGIiIiIiLydW6zAxmZZ2aOsWPhGJAvf+pLQ3LOM4vljpdvXC8++3z6GG+EJAveyDNrNRrodcJZexYt+Ry1dXUeRuqZ9LShgrYte3Zj//Fjbfo+vkJOeea2IPf+VLjUNeij1E3sKX8sBqJ2E50QVP9zaWnHumNjaN/+oifpSzesbfa5drsdX61aLmjX63QYNXCwW9vIBo+vW/T1Fx5G6pkBPXohJiJS0P7J0m+RmZvt8evY7XbY7R3jgp1jQJwcxoA/9aWhhFjhmDt+TljNL4WgwEDMniScHeh7keKEcUNHeCMkWbhpnPDitdpUgy379jT73MqqKixdJzymjB02HNH6CLc2Hiu8Lys3B29+/IHotvHDRno5GuDQqZMoNpQJ2n/18GNY9OfXPP7335deFX19sYSLFMoMdlwfOhExaih4tUNERERE5PPc88y+fa3YUswxivOHvIGnOAbEyWEM+FNfGpJznrlX125ITU5xays2lGHXoYNubb1Tu6GLSJGbv/JWnnnCyFGC/YoNZVjWSDFRa2WMSBdtf/1/i1o0+5ZNBsvb3Si55ZlvlC/0p7TUUv9zdKJGwkhuHNPj1G6SuoXU/1xQ4PsH25ZQq9V47K57Be2rtmzGV6tXNPo8i8WCv3/wLg6dPCHY9tid9yJY6z6rxsSR6aJT5e06dBB/eOufKC1vulJ7y97mTwIAR38eueNO0W0vvPEPHD59stnXOHb2NB763XP466L/ePSevo5jQEguY8Cf+tJQ16QUQdv369bAcKVl64i3F7ELkoYyRqWjU1iYF6KRhy4JiZg7ZZqgfeHHH+LQKeFx4DrDlQr88tWXUW2qEWxbMP8eQRuPFd5TVVONr1avwC9ffUl0e88uqUiJT/ByVMDyLRtE2xtL9jVGFxqK9CFpgvZVWzbBYrGIPMO7CgqcMSSmhjSxJxERERER+YpEtzyzVcJIvI85RiFfzxu0FMeAkFzGgD/1pSG555lvmTy12X1mjJ/ohUjkw1t55gfm3i76Ou8s/gT/++5r1JkbnyHIYrFgy77djW531TUxCdNFZoEqKC7CC2/+HfnFRU0+32q1YvW2zbh5wYNYs32LR+8pN3LNM7eWL/WnoMBZoJmYGixhJDfOdxc4I9lL6hoCKADYgcJCKyxWQBUgdVTekzF8JHp2ScW5S1lu7e8s/gR5hZcxf8YsJMbEQqlUwmKx4FJBPj745ktB9TIAdE5Mwk1jxwvalUolfn7fT/Dzl/8o2LZ1317sP3YMT9x9L/p064GkuDiEaINxtboKx86dwYrNG7HjwH6P+zN19DgsXb8WZ7Lcpx8tKC7C03/5E2ZNnIxZGZORkpCA0OAQ2Gw2FBvKkFd4Gau2bcaGnY51ibNyczB38jT07d7D4/f2VRwD8h0D/tQXV12TkkXbn/zT7/F/T/wMfbv1gEqlgtVqxbFzZ7D9wD7MnzELcVHRXomve0pn0c+EqynpY70Si5w8MO92LNvgfudEtakGz7zyEp558BGMHz4SUeF6AICpthansy7gb4v+iwKRC565U6aha6JwjXceK9pOudGI79evgS40FCHaYNjsdhgqylFiMKCwtATb9u0VvXi+7ndPPOnFaB1Kyg3Yskd4oX1zxkRogoJEntG0jBGjsPvwIbe2cqMRh06fxIgBg1odZ1u47FKA7usXakRERERE5JDSoBjIbgcUCgkD8jLmGH0rb9AeOAbkOwb8qS+u5J5nnjRqNBZ+/GGT+4wfLo8ZRrzJG3nmqHA9Hp1/Nz74+kvBto+//wab9+7GI3fciS6JyUiIjkagOhDFhjIcPnUSi39ciuz8PI/78+Ctd4jmWvcfP4a7f/lzPHH3fRg5aDCSYuMRFBgIi8WCvOIi5BTkY/EP39d/Lv/7xWcYO3Q4QoPldeOgL+aZm+JP/cnNdRafJ3aV17hpKRYDUbsJUCsQk6BBcb4JdrsCxcVWJMR3nGogpVKJJ++9H8+8Iqxw/GHDOvywYR2CNVokxcU3+cU4ADx5z/1QqcQ/rgN79cGEESOxdd9ewbZqUw3e+Mg51VqwRtvkgbYpKpUKr/zqN3j0/36NcqNRsH3F5o1YcW2NR71OJ7rPdQs/+RDvvvSq6Lqz/oRjQL5jwJ/64mrUwMFITU4RrOVdUFxUfyEfExHptlTQkL79vXaRBjiKD859LD7egzVajBrUsllK/EFUuB4P3T4fH337tWDbwo8/xMKPP4Rep4O+U3iz67Q3dmcGwGNFW2ou2dCY15//A7old27jaJq3dsdW0fZJo1q3bvqowcKZgQBgzfYtkhcDFVx2FgMlcWYgIiIiIiK/oAkJQKdINa6UmWE2K1BmsCEqUl7Xie2JOUbfyxu0NY4B+Y4Bf+qLK7nnmcPDdI2OVQAYnTYUkeHhXolFTryVZ54/fSa+W7NSdDxn5+fhjwtfr398I8eKhOgYvPrsb0SPfQDw7peL8e6XiwE0/fkqNxqx+MdleEJkljWp+VqeuTn+0B9jpR0114ZskFaJyLiW30wrJ9L/RSG/ltjNeUd2dnbHmsIVANL69sczDz7S6PZqU02zJ+dP3H0f0hv50u26Z37yqGCN1Mbe70ZE6yPw1h9eRs8uqU3u19QJLQCcycpsdgo/f8ExIE4OY8Cf+nKdSqXCrx95vMl9XC/QACC7wPNK/LYwJm1Yo9umj5+AQHWgF6ORj/tnz8OUMY3PilRuNDZ7gbbwhRcRpdc3uQ+PFdJIiInFa79+HsMHDPT6e1utViwTWfM7WKNFWp9+rXpNva6TaF827NyByqqqVr1mWygssuL6kuHBoQEI06sli4WIiIiIiNpWksvsQJcuSb9EsbcxxyjOX/IGnuAYECeHMeBPfbnOF/LME0aManTbtLETvBiJvHgjz6wJCsKrv/otgjXaRve57kaPFWl9++Ovzz3f7Hs19/lavXXTDcUhF1LmmduDHPuTk+MyK5AfzDzPYiBqV6l9w+p/PnfOCnsT+/qrW6dOx4s/f8ajP4qugjVa/P7JX+CeWXOa3TcyPBz/+v1LSB/S9Il8Q82dnIrpkpCId196BY/dJVwr1BOdE5Pwzot/RnJcfKue74s4BtzJaQz4U1+u69ejJ3710KMe738xL7cdoxGKjYxq9LMwOb11s5T4A5VKhRce/znumzOvxc9NjovH+395DWl9+ze7L48V3qXX6fCbR5/A4n8sxOjBQyWJ4eCpE4LkDOCYpauxOwE9kTEyXbR9237xO7K84cJ554Va94E6yeKgxhUWFuLAgQOCfwUFBVKHRkREREQy55pnPn++4910CjDH2JA/5A1aimPAnZzGgD/15Tq555lTm5hFZHQzRW/+zFt55n49euLtVoxZva7lObsxQ4ZiycK3MU1kiUNPTBkzFu/86ZVWPVcu5JBnbkty7o/reWZqv7Am9vQNXCaM2lVK9xBoQwJQU2WFyeRY0zkxQdqlwoIChbNOBAV6NsVXgFIYu9aDE+/J6WMwYuBgfLNmJdbt2Ca6/uZ1MRGRmD4+A/NnzIIuNNSjuABAFxqKvz33O+w6chBfrVyOw6dONrpvclw8fnrvAxjUqw9mPvag4HWao1KpcN/seRg9ZBg+XvoNTp07J/pFo2ufRgwajIkjR2NY/wFQSLyoN8cAx4Cr9uyLFGMNAOZOuQl9uvXAy28vRG7h5Ub30+t0CFS5z5yhFOlPaHDbVj/369ED+48fc2uLiYhE/x692vR9bpQ2SPh/FeThzEVi//cakTZXAQEBeGz+PZgxfiK+WL4Mm/fsbvLOid6p3TBr4mTcPL5lRR08VnguUO35zDLBGi26de6M5Ph4JMbGIzE2DqMHp0EjMo686dDJE6LtExsp5vFU+hDxi7SjZ09jZsakG3rt1rDZgQsXnBdqfdI6eT0Gat769evx1ltvCdoXLFiAxx9v+o5DIiIiIurYUvuGQR2kgLnWDqMRKCm1ITpK2nudmWNk3oBjgGPAFfPM7nk0sbyap7lVT6Q0UoQyM2OS5Pm4hvw1z9w9pTM+fu11/Lh5A5ZtWIfs/MZnhxo+YCCevPcBlFVU4LnX/uK2LVjT/PcP4WE6/P6nT2FS+mh8t2YVTp4/32SfUpNTMGpwGqaPz0CXhESP+9Re/CHP7Mrf+nPd1So7iottAAClEug92PeXG1TY7XafmqwlKysL8+fPF7T37dsXn376qQQRUXO2/liIQ1sNAIDevQIwYULHXALGVc7lAhQUF6HCaES1qQbBGg06hekQHxPbZn+UKiodU/0ZrlSguqYGkfoIJMTEIj4qul0OsMarV3EpPxfZBfmw2WwICw1DeFgYYiKjkBQb1+bv5+s4BuTNn/pSUm7A+eyLKCwpgS40FDERkYgI1yNaHyF6IeEN//niUyxZudyt7aHb5+OheXdIEo9cWSwWZOXloNhgwBWjEbXmOoSFhCA8rBO6JicjKrzpJcE8xWMF+YPsHCvWrKkDAIToVHjsxZ4SR0RiPvvsMxYDEREREVGrrf+6ACf2VgAABgwIwOh05pmZYySOAXnzp77IMc/84PPPCpa8WvjCix7NbNOReCvPnFdUiILiIhgqKmCxWBAbFY2E2FjERkTe0AzljSk2lOFSfh7yCwsRqFYjLDQU4WFhSIqLR0Qn3y/iIO87eKgOBw44bjjt1j8UtzzU/LKZcsdiIGp3xXkmfP6mY61atdqOB38SAqXSp4YdERG1odc/eh8/bFjn1rb4n28hJT5BooiIyNdt3FyLC+cdd20MnxyJsTfHShwRiWExEBERERHdiLzMKnzzn2wAgEYDPPCAFvKZE4SIiLztrl/+3G12LL1Oh+/fXoSAAGlXKCEi3/TFkmpUGh1nl7N+koQeA1u+rJ3ccJkwancxSRp0ilTjSpkZZrMC586b0bsXhx45rdi8EScvnGvX91CpVPjFfQ9C3YKp68h7OAY6DuPVq9i2b49bW9/uPTwqBPrPF5+isqqqvUIDACTHJ3i0fjpJw9+OFRzTbcNkArIyrcC1rwH6pPHOHyIiIiIif5SUGgJtSABqqqyO64AsK7ql8gtfcvK3vAG1HMdAx3HqwnnBMnmzJ031qBCIOTnytzHgb/2RQn6Btb4QSB2oQLd+vl8IBLAYiLwkbXwkNi8tBAAcPGhGr54qyGgpV5LY7iOHsP3AvnZ/n8fm38MTdJniGOgYKiqNeO61V1BuNLq1Tx83waPnN1xarD307JLq1ye0vs7fjhUc023j8JE62GyOE8ukbsGIjJPfetNERERERNQGFMCQ8RHYtboEAHDwYB1SUzk7EDn5W96AWo5joGM4ezETv/rrnwXtE0ele/R85uTI38aAv/VHCocOWep/HpCuh9JP6s1ZDEReMTBdj91rS2CqtuLqVeD8BQt69uDwIyLqCIoNZVixeSO+XrUC1aYawfaMkZ5dpBERNWQyASdPWesfj5waLWE0RERERETU3tLGRWL/plKYa+0oLweys63o0tlPvq0hIqJG2e12XMjJxnfrVmHVls2C7cMHDES35M4SREZEvq6o2IqCAhsAQBkAjJzsPzlmVmOQVygDFBg+KRLbVxQDcMwO1KM7Zwcih5jISOh17TvdmlqlhlrFQ55ccQz4n9Lycjz/z9eQV3hZtADoumcefAThYZ7936cmp6D8SkVbhSgqPsZ/TvL8kb8dKzimb9yRo2ZYr920EZOoQUqPEGkDIiIiIiKidqUOUmLIuAjs21AGwJFnZjEQXedveQNqOY4B/7P/+DH867OPkJ2f1+R+Tz3wsMevyZwc+dsY8Lf+eNuB/eb6n/uP1EMT4j/nlgq73W6XOoiWyMrKwvz58wXtffv2xaeffipBROQpi9mORS+dRW2No7Ju7FgV+vXlNIpERP6ooKQYdz3zsyb3mTJmLP7w019AwcpQImqFq1V2LPnKVF8MNOeRZKT2DZM2KGrSZ599hrfeekvQvmDBAjz++OMSREREREREvqi22ob3Xj4Lq9nx1cakSSr06M48MxGRP1q7Yxte+e+/m9znNwuewKyMyV6KiIj8ScFlG5YvrwUAKJTAI//XA2F6/zmvZOkqeY1KrcDo6THYvLQQALBvnwXdUtXQaCQOjIiIvO6n99yPO2fMYiEQEbXa1q119YVA8Z21LATyAQMHDsSCBQsE7UOHDpUgGiIiIiLyVUHBSoycEoVdq0sAALt2mdGlsxpq//nehoiIPKDX6fDy089hUO8+UodCRD7IagW2bKmtfzx4bIRfFQIBLAYiLxs0OgLHdxtQWliHujpg565aTJ4UJHVYRETkJbdOm45bJk1FanKK1KEQkQ/LumhFXt61dZyVwLS7EiWOiDwxaNAgDBo0SOowiIiIiMgPDJ8YjRN7y2E0WGAyKbBnrxnjxvrXlzdERCROr9PhtukzMStjEiI6hUsdDhH5qIOH6lBZ6fg5ODQAY6bHSBtQO2AxEHmVQglMuzMRX7x1EQBw4YINvXvbkJiglDgyIiJqS6HaYEwYMRK60DDERccgIToGIwcNRmhwiNShEZGPM5sV2LGjrv7xkPERiIgJlDAiIiIiIiLyNmUAMHV+Ir57NxsAcOqUBb17ByA6inlmIiJ/khKfgLHDhiMuKhoxkVFITU5BWp9+UKn4FTcRtV7FFTuOHLEAcKxekTE3Duog/zuP5JGSvC42RYv+I8NxYm8FAGDTZhPm3xGMIH6HQ0TkN3Shofjz089JHQYR+aHNW02oqXH8HBwagNHTY6UNiIiIiIiIJJHSIwQ9BoXh/FHHLd0bNtTijtu14PfDRET+o0+37nj1l7+ROgwi8iM2mwLr15tgtzsKgZK6BaPXkE4SR9U+/K+8iXxCxpw4hOgcV2XVVQps2GCCXeKYiIiIiEjeTp+x4GKWrf7xzfcnQaVWSBgRERERERFJacptCQgODQAAGI3A5i21EkdERERERHK2c1cdDAZHZYI6SIGb702UOKL2w2IgkoQ6SIlbHkqG4toIzMuz4/Bhs7RBEREREZFslRns2LHDeb44fHIkkrtz6UEiIiIioo5MExKA2Q8m1z/OyrLhxEmLhBERERERkVxlXbTi1CnnueL0e5MQ0kktYUTti8VAJJm4FC3GzXQu67D/gAWFRbYmnkFEREREHZHZrMCaNSbYrp0qxiZpMGYGlwcjIiIiIiIgoWswRk6Nqn+8e1cdikuYZyYiIiIiJ6PRjs2b6uofDxqtR/d+YRJG1P5YDESSGpoRieTuwY4HdmDtGhMqrnDBMCIiIiJysNmANWtNuHrV8ThQo8Sch5Oh4OpgRERERER0TfpNMUjoogUA2OwKrF5di6tXmWcmIiIiIsBkAlasqoHF6ngcEROIjLnx0gblBSwGIsnNfjAF4VGO6bdMtQosX25CVTUv1IiIiIg6OrsdWLvOhIICx129ygBg3qMpfj11KxERERERtZxCAcx5OAW6iGt5ZhPw43ITTCaJAyMiIiIiSZnNwI/La1BpdNxdqg0JwK2PdYYyQOLAvEAldQBEQVol5j/ZFZ+/mYmqSiuqq4Hly02YO0cLjUbq6IiIiIhIKlu21SIn51qRuAKY9ZNkJHQNljYoarWjR49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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import nest_asyncio\n",
    "\n",
    "nest_asyncio.apply()  # Required for Jupyter Notebook to run async functions\n",
    "\n",
    "display(\n",
    "    Image(\n",
    "        app.get_graph().draw_mermaid_png(\n",
    "            curve_style=CurveStyle.LINEAR,\n",
    "            node_colors=NodeColors(start=\"#ffdfba\", end=\"#baffc9\", other=\"#fad7de\"),\n",
    "            wrap_label_n_words=9,\n",
    "            output_file_path=None,\n",
    "            draw_method=MermaidDrawMethod.PYPPETEER,\n",
    "            background_color=\"white\",\n",
    "            padding=10,\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d821b2f6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-18T12:18:30.629629Z",
     "start_time": "2024-04-18T12:18:30.620092Z"
    }
   },
   "source": [
    "### Using Graphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d4234400-75cd-4b13-aeff-828f7fb68ab1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-19T11:25:42.057704Z",
     "start_time": "2024-04-19T11:25:42.019017Z"
    }
   },
   "outputs": [],
   "source": [
    "%%capture --no-stderr\n",
    "%pip install pygraphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ee026342-f560-4ce0-ab43-1718bd19a366",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-19T11:25:42.631675Z",
     "start_time": "2024-04-19T11:25:42.452377Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Image(app.get_graph().draw_png()))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
